Table Data - All Employees: Education and Health Services: Private Education and Health Services in Duluth, MN-WI (MSA)

Title All Employees: Education and Health Services: Private Education and Health Services in Duluth, MN-WI (MSA)
Series ID DULU227EDUH
Source U.S. Bureau of Labor Statistics
Release State Employment and Unemployment
Seasonal Adjustment Seasonally Adjusted
Frequency Monthly
Units Thousands of Persons
Date Range 1990-01-01 to 2026-05-01
Last Updated 2026-06-24 10:07 AM CDT
Notes The Federal Reserve Bank of St. Louis seasonally adjusts this series by using the 'statsmodels' library from Python with default parameter settings. The package uses the U.S. Bureau of the Census X-13ARIMA-SEATS Seasonal Adjustment Program. More information on the 'statsmodels' X-13ARIMA-SEATS package can be found here. More information on X-13ARIMA-SEATS can be found here.

Many series include both seasonally adjusted (SA) and not seasonally adjusted (NSA) data. Occasionally, updates to the data will not include sufficient seasonal factors to trigger a seasonal adjustment. In these cases, the NSA series will be updated normally; but the SA series will also be updated with the NSA data. The NSA series can be located here here.

Some seasonally adjusted series may exhibit negative values because they are created from a seasonal adjustment process regardless of the actual meaning or interpretation of the given indicator.
DATE VALUE
1990-01-01 13.9675569662535
1990-02-01 13.9868168551321
1990-03-01 14.0808535782308
1990-04-01 14.0768114144278
1990-05-01 14.1414455748924
1990-06-01 14.2805225597986
1990-07-01 14.4982389156454
1990-08-01 14.6120899343492
1990-09-01 14.6701147188177
1990-10-01 14.7178716207453
1990-11-01 14.8014463404494
1990-12-01 14.8615805495287
1991-01-01 15.1622837555130
1991-02-01 15.1825904523455
1991-03-01 15.2767205659535
1991-04-01 15.1704877867919
1991-05-01 15.2399215511356
1991-06-01 15.1893042515046
1991-07-01 15.2063944926679
1991-08-01 15.4412715786625
1991-09-01 15.3708743075363
1991-10-01 15.4069338997167
1991-11-01 15.5772750125566
1991-12-01 15.6444577387118
1992-01-01 15.5813175851695
1992-02-01 15.6902245320285
1992-03-01 15.5878678695165
1992-04-01 15.7577012857657
1992-05-01 15.9390506129306
1992-06-01 15.8904661521997
1992-07-01 15.8113340863384
1992-08-01 15.8621142845798
1992-09-01 15.8694854274253
1992-10-01 15.9942774803122
1992-11-01 15.8446127688312
1992-12-01 15.9337522996322
1993-01-01 15.9116151063607
1993-02-01 15.8091892678065
1993-03-01 16.0103852850999
1993-04-01 16.2431250913413
1993-05-01 16.2348282941068
1993-06-01 16.2776591408951
1993-07-01 16.4178272070024
1993-08-01 16.2819565394203
1993-09-01 16.4623136065497
1993-10-01 16.3762747615803
1993-11-01 16.4140854626464
1993-12-01 16.3198094692941
1994-01-01 16.5474666152140
1994-02-01 16.5319005084883
1994-03-01 16.5319159498545
1994-04-01 16.4277690616144
1994-05-01 16.4363386206472
1994-06-01 16.5609791152157
1994-07-01 16.5121338480939
1994-08-01 16.4857902794949
1994-09-01 16.5372171423581
1994-10-01 16.7750534532126
1994-11-01 16.8903195933934
1994-12-01 17.0197420355536
1995-01-01 16.8693746390098
1995-02-01 17.0489086510711
1995-03-01 17.1487479190818
1995-04-01 17.2240345959543
1995-05-01 17.2304316167832
1995-06-01 17.2380136478866
1995-07-01 17.5341139280622
1995-08-01 17.7051475201368
1995-09-01 17.6227300550850
1995-10-01 17.6711462025510
1995-11-01 17.8748156906462
1995-12-01 17.8116265203804
1996-01-01 17.3823496466684
1996-02-01 17.3596308706040
1996-03-01 17.3572815300807
1996-04-01 17.7272375815200
1996-05-01 17.7319627600164
1996-06-01 17.6207259010418
1996-07-01 17.6363068544078
1996-08-01 17.6804162152584
1996-09-01 17.8115152230856
1996-10-01 17.7803823054401
1996-11-01 17.6858370107216
1996-12-01 17.8189267704397
1997-01-01 17.7841791536380
1997-02-01 17.8703509572834
1997-03-01 18.1656311306838
1997-04-01 17.9346882911035
1997-05-01 17.9234451024029
1997-06-01 18.3079390358491
1997-07-01 18.1453278688918
1997-08-01 18.2738991812410
1997-09-01 18.4115112395237
1997-10-01 18.2691215053422
1997-11-01 18.3959532753488
1997-12-01 18.3133170456456
1998-01-01 18.5849861966301
1998-02-01 18.6858303694870
1998-03-01 18.6703250486116
1998-04-01 19.3322878009416
1998-05-01 19.5211397143502
1998-06-01 19.5125246510848
1998-07-01 19.2407345365629
1998-08-01 19.3734262580073
1998-09-01 19.3096756434874
1998-10-01 19.4563813092040
1998-11-01 19.5090225832324
1998-12-01 19.6152797256446
1999-01-01 19.5734895885226
1999-02-01 19.5948434383113
1999-03-01 19.5715340627863
1999-04-01 19.6320498659665
1999-05-01 19.6182834437560
1999-06-01 19.7027763443664
1999-07-01 19.9289441686209
1999-08-01 19.9705771568134
1999-09-01 19.9298715280374
1999-10-01 20.3355520427542
1999-11-01 20.4205113226751
1999-12-01 20.6180342688753
2000-01-01 20.5759318899705
2000-02-01 20.5924464574807
2000-03-01 20.7656598955194
2000-04-01 20.7215129228962
2000-05-01 20.7220960989166
2000-06-01 20.7112228753173
2000-07-01 20.8151616597039
2000-08-01 20.7691007604782
2000-09-01 20.7413708366495
2000-10-01 20.7232886960740
2000-11-01 20.7438541799523
2000-12-01 20.6473076856567
2001-01-01 20.7850929230289
2001-02-01 20.7870079501938
2001-03-01 20.7572979678589
2001-04-01 21.2003419960873
2001-05-01 21.4137362578686
2001-06-01 21.4055456560090
2001-07-01 21.8219858756222
2001-08-01 21.9856145773124
2001-09-01 22.0456773332673
2001-10-01 22.1066478342929
2001-11-01 22.1561977886155
2001-12-01 22.3574588798581
2002-01-01 22.6108513095605
2002-02-01 22.5686089318588
2002-03-01 22.5380857761019
2002-04-01 22.6764535250602
2002-05-01 22.7059534787283
2002-06-01 22.8975812000514
2002-07-01 22.6329168201482
2002-08-01 22.8912253868629
2002-09-01 22.9241282028724
2002-10-01 23.2150028319675
2002-11-01 23.3869381991026
2002-12-01 23.3704584576219
2003-01-01 23.4361064500229
2003-02-01 23.6441688810362
2003-03-01 23.6270380926057
2003-04-01 23.5570002117586
2003-05-01 23.5982829404806
2003-06-01 23.6757083179243
2003-07-01 23.6571791515008
2003-08-01 23.6846010239790
2003-09-01 23.9092468998269
2003-10-01 23.9345802168602
2003-11-01 23.9072550141109
2003-12-01 23.8680712476059
2004-01-01 24.1706006639247
2004-02-01 24.2202068649177
2004-03-01 24.4231279042981
2004-04-01 24.6506625267119
2004-05-01 24.6050038426340
2004-06-01 24.7780390433321
2004-07-01 24.5689212576557
2004-08-01 24.5606407426339
2004-09-01 24.4797389436972
2004-10-01 24.7467972037858
2004-11-01 24.8177742458584
2004-12-01 24.9475269688742
2005-01-01 24.9033575261354
2005-02-01 25.1223514941831
2005-03-01 25.2336060209370
2005-04-01 25.2517991358461
2005-05-01 25.4084265995821
2005-06-01 25.4906200140024
2005-07-01 25.5759037281464
2005-08-01 25.6162751372165
2005-09-01 25.7613733113838
2005-10-01 25.6550878023548
2005-11-01 25.8015952001719
2005-12-01 26.1251026245222
2006-01-01 26.2429243542338
2006-02-01 26.3389514186616
2006-03-01 26.4496445858254
2006-04-01 26.6620681446260
2006-05-01 26.5967908030239
2006-06-01 26.9269203878637
2006-07-01 27.1792207660539
2006-08-01 27.3656500161194
2006-09-01 27.3455165272053
2006-10-01 27.3544649004207
2006-11-01 27.4892011759054
2006-12-01 27.5120889588691
2007-01-01 27.5636584111151
2007-02-01 27.6593625559596
2007-03-01 27.6730388956108
2007-04-01 27.4584364177919
2007-05-01 27.5824237341696
2007-06-01 27.8547438937948
2007-07-01 28.2798509057437
2007-08-01 28.2137139055722
2007-09-01 28.3599161151415
2007-10-01 28.5492244432990
2007-11-01 28.5737895913720
2007-12-01 28.5218986678385
2008-01-01 28.4756982703150
2008-02-01 28.4569500161058
2008-03-01 28.4815259459589
2008-04-01 28.5467532185407
2008-05-01 28.7601102483909
2008-06-01 28.6847053940852
2008-07-01 28.5840876689641
2008-08-01 28.7012874750853
2008-09-01 28.5690816514196
2008-10-01 28.5331412875509
2008-11-01 28.6793555457675
2008-12-01 28.6517688750155
2009-01-01 28.5742930313651
2009-02-01 28.5459229221137
2009-03-01 28.6804284718489
2009-04-01 28.6121734422082
2009-05-01 28.8358275279725
2009-06-01 28.7987574276297
2009-07-01 29.2073428778782
2009-08-01 29.3333020661595
2009-09-01 29.0894962376204
2009-10-01 29.2180006073788
2009-11-01 29.2797355530795
2009-12-01 29.4762300188532
2010-01-01 29.7752255962120
2010-02-01 29.9015080573013
2010-03-01 30.0529326908386
2010-04-01 30.2542876699417
2010-05-01 30.0938911202786
2010-06-01 30.4571383504508
2010-07-01 30.3634604600702
2010-08-01 30.4268578042446
2010-09-01 30.2875263075080
2010-10-01 30.3934579693818
2010-11-01 30.3692697562036
2010-12-01 30.3975703756705
2011-01-01 30.4709759973254
2011-02-01 30.4299020532119
2011-03-01 30.2980856147805
2011-04-01 30.2876758927988
2011-05-01 30.3810494282162
2011-06-01 30.6215119315809
2011-07-01 30.3334160660899
2011-08-01 30.3480385592159
2011-09-01 30.3790446117056
2011-10-01 30.2743636715564
2011-11-01 30.1406226283494
2011-12-01 30.2168108898755
2012-01-01 29.9550409084230
2012-02-01 29.8319817450636
2012-03-01 29.8220850970807
2012-04-01 29.9339813926009
2012-05-01 29.9913823862596
2012-06-01 30.2221738820233
2012-07-01 30.3309988603803
2012-08-01 30.2881246269427
2012-09-01 30.1462276484695
2012-10-01 30.2346643251392
2012-11-01 30.2889321888887
2012-12-01 30.3248771970996
2013-01-01 30.8558455447731
2013-02-01 30.6152616043767
2013-03-01 30.7257590225009
2013-04-01 31.3588235251530
2013-05-01 31.2046937831417
2013-06-01 31.0531823886894
2013-07-01 31.1529706863009
2013-08-01 31.2471325033527
2013-09-01 31.7206538187524
2013-10-01 31.5842726708250
2013-11-01 31.7168156766470
2013-12-01 31.5146390525012
2014-01-01 31.4454138638562
2014-02-01 31.4969967328817
2014-03-01 31.5361020997029
2014-04-01 31.3047370758392
2014-05-01 31.2219184111835
2014-06-01 31.1815172354782
2014-07-01 30.9431471531549
2014-08-01 30.9648689698822
2014-09-01 31.1929886962162
2014-10-01 31.2473607923852
2014-11-01 31.9666149103126
2014-12-01 31.8078352234003
2015-01-01 31.4339364010894
2015-02-01 31.5133468509144
2015-03-01 31.4808574520522
2015-04-01 31.3406122507696
2015-05-01 31.2491146839118
2015-06-01 31.3722721066173
2015-07-01 31.6379730985976
2015-08-01 31.7892954607690
2015-09-01 31.7813162649485
2015-10-01 31.8119187708798
2015-11-01 31.7315354353448
2015-12-01 31.6869844452845
2016-01-01 32.1175244528932
2016-02-01 31.9542896822322
2016-03-01 31.9611617810670
2016-04-01 31.8751880625881
2016-05-01 31.8745234334592
2016-06-01 31.7389548345249
2016-07-01 31.7938522449459
2016-08-01 31.7561450409485
2016-09-01 31.7691733886193
2016-10-01 31.8821547436465
2016-11-01 31.8911186386804
2016-12-01 32.0681776100586
2017-01-01 32.4061901938054
2017-02-01 32.1293842349669
2017-03-01 32.1730893644797
2017-04-01 32.3228763578545
2017-05-01 32.4050150479019
2017-06-01 32.3808291764752
2017-07-01 32.4478294440422
2017-08-01 32.4240107470801
2017-09-01 32.5604096422544
2017-10-01 32.5526513558389
2017-11-01 32.5284737342724
2017-12-01 32.6473156941925
2018-01-01 32.6935405950776
2018-02-01 32.7156494086204
2018-03-01 32.6961722867378
2018-04-01 32.9812294134930
2018-05-01 33.0338337151184
2018-06-01 33.1207760314409
2018-07-01 33.0946070004563
2018-08-01 33.0841843034398
2018-09-01 32.8504530689081
2018-10-01 32.9237793523524
2018-11-01 32.9469003303221
2018-12-01 33.0461222089197
2019-01-01 32.8878174980320
2019-02-01 32.8038057510360
2019-03-01 32.9017184669169
2019-04-01 32.9838723717800
2019-05-01 32.9711709286407
2019-06-01 33.0403426304336
2019-07-01 32.9149204710384
2019-08-01 32.9092790134418
2019-09-01 32.9348985302141
2019-10-01 33.0085952623051
2019-11-01 32.9693080850936
2019-12-01 32.8423631431410
2020-01-01 32.8818527676970
2020-02-01 32.8929435322410
2020-03-01 32.7800579005036
2020-04-01 30.4749679713770
2020-05-01 29.6019350388976
2020-06-01 30.0730476594985
2020-07-01 30.5491172618677
2020-08-01 30.7479034226619
2020-09-01 30.9312887852170
2020-10-01 31.2280084126725
2020-11-01 31.0595813570835
2020-12-01 31.0732875817588
2021-01-01 31.0643258245779
2021-02-01 31.1066336973513
2021-03-01 31.0508535623365
2021-04-01 31.2146239101294
2021-05-01 31.1203579212324
2021-06-01 30.9304588212536
2021-07-01 31.1852571044164
2021-08-01 31.0700138109272
2021-09-01 30.9164714128782
2021-10-01 31.0353125855123
2021-11-01 31.0358805420740
2021-12-01 30.8838285354068
2022-01-01 30.8469128928625
2022-02-01 30.9042692843114
2022-03-01 30.8029916722696
2022-04-01 30.3843044400398
2022-05-01 30.6154741826755
2022-06-01 30.5338824827014
2022-07-01 30.6580218209644
2022-08-01 30.6576101386123
2022-09-01 30.8110381139565
2022-10-01 30.7590635954303
2022-11-01 30.7471928606059
2022-12-01 30.7892708310805
2023-01-01 30.7241634214780
2023-02-01 30.7200670623411
2023-03-01 30.8598910889136
2023-04-01 30.7277111858961
2023-05-01 31.0024444209014
2023-06-01 31.2571495288818
2023-07-01 30.8452940872178
2023-08-01 30.9562452639992
2023-09-01 31.0024141897277
2023-10-01 30.9820323867760
2023-11-01 31.0679368711269
2023-12-01 31.0777784019581
2024-01-01 31.3032421837921
2024-02-01 31.4431407516873
2024-03-01 31.6264343317214
2024-04-01 31.4566142692428
2024-05-01 31.3734592930412
2024-06-01 31.4440295245043
2024-07-01 31.3354360770603
2024-08-01 31.4574851702093
2024-09-01 31.4980167627031
2024-10-01 31.7000176142800
2024-11-01 31.7860753596456
2024-12-01 31.8658221281523
2025-01-01 31.9806525428815
2025-02-01 32.0650508333091
2025-03-01 32.1128180365240
2025-04-01 32.1699443110249
2025-05-01 32.1562019188861
2025-06-01 32.1444434937900
2025-07-01 32.3541480948550
2025-08-01 32.4745638173798
2025-09-01 32.1908062161034
2025-10-01 32.0103682665254
2025-11-01 31.7153028380655
2025-12-01 32.0559477931859
2026-01-01 32.0657156936717
2026-02-01 31.6994145834609
2026-03-01 31.6338005590423
2026-04-01 31.8800513549353
2026-05-01 32.2441163389241

Back to Top